White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag) and seals, evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)

Nowcast and Forecast Maps

Random Forest Nowcast and Forecast

Boosted Trees Nowcast and Forecast

Maxnet Trees Nowcast and Forecast

GAM Nowcast and Forecast

GLM Nowcast and Forecast

Metrics

Metrics by model type

model_type	roc_auc	tss_max
rf	0.9880113	0.8961197
bt	0.8199695	0.4759808
maxnet	0.7332444	0.3904281
gam	0.7795288	0.4037801
glm	0.7058187	0.3648697

Variable Importance